Eckstein Miguel P, Lago Miguel A, Abbey Craig K
Department of Psychological & Brain Sciences, University of California Santa Barbara, Santa Barbara, CA. 93106, USA.
Proc SPIE Int Soc Opt Eng. 2017 Feb 11;10136. doi: 10.1117/12.2255879. Epub 2017 Mar 10.
The field of medical image quality has relied on the assumption that metrics of image quality for simple visual detection tasks are a reliable proxy for the more clinically realistic visual search tasks. Rank order of signal detectability across conditions often generalizes from detection to search tasks. Here, we argue that search in 3D images represents a paradigm shift in medical imaging: radiologists typically cannot exhaustively scrutinize all regions of interest with the high acuity fovea requiring detection of signals with extra-foveal areas (visual periphery) of the human retina. We hypothesize that extra-foveal processing can alter the detectability of certain types of signals in medical images with important implications for search in 3D medical images. We compare visual search of two different types of signals in 2D vs. 3D images. We show that a small microcalcification-like signal is more highly detectable than a larger mass-like signal in 2D search, but its detectability largely decreases (relative to the larger signal) in the 3D search task. Utilizing measurements of observer detectability as a function retinal eccentricity and observer eye fixations we can predict the pattern of results in the 2D and 3D search studies. Our findings: 1) suggest that observer performance findings with 2D search might not always generalize to 3D search; 2) motivate the development of a new family of model observers that take into account the inhomogeneous visual processing across the retina (foveated model observers).
医学图像质量领域一直依赖于这样一种假设,即用于简单视觉检测任务的图像质量指标是更符合临床实际的视觉搜索任务的可靠替代指标。不同条件下信号可检测性的排名顺序通常能从检测任务推广到搜索任务。在此,我们认为三维图像中的搜索代表了医学成像领域的一种范式转变:放射科医生通常无法用高敏锐度的中央凹详尽地仔细检查所有感兴趣区域,而需要利用人类视网膜的中央凹以外区域(视觉周边)来检测信号。我们假设中央凹以外的处理过程会改变医学图像中某些类型信号的可检测性,这对三维医学图像搜索具有重要意义。我们比较了二维和三维图像中两种不同类型信号的视觉搜索情况。我们发现,在二维搜索中,类似微小钙化的小信号比类似较大肿块的信号更容易被检测到,但在三维搜索任务中,其可检测性(相对于较大信号)大幅下降。利用观察者可检测性作为视网膜偏心率和观察者眼注视点函数的测量结果,我们可以预测二维和三维搜索研究中的结果模式。我们的研究结果:1)表明二维搜索中观察者的表现结果可能并不总是能推广到三维搜索;2)促使开发一类新的模型观察者,这类观察者要考虑到整个视网膜的不均匀视觉处理(中央凹注视模型观察者)。